High Scalability Computing

🎤 The Premium Vocal Class in Singapore Meet the No.1 Korean Vocal Trainer since 2012 “Bring the song you cannot sing now — I’ll make sure you can. If not, I’ll refund.” ⸻ Why Choose LIM MIRI (林美利)? ✨ Singapore’s Top Korean Vocal Coach • 13+ years of teaching (since 2012) • Holder of National Level 1 Vocal Training Certificate • Winner of Busan MBC Hyunin Music Competition 🏆 • Vocal coach of the 2024 Best Song Award Winner • Professional singer & teacher with international stage experience ⸻ N-in-1 Premium Class With one coach, you can master all genres: • 🎼 Classical vocalisation • 🎷 Jazz vocalisation • 🎤 Pop, K-pop, J-pop, C-pop • 🎸 Rock vocalisation 👉 No need for multiple teachers. 👉 A single, streamlined premium program to cover every vocal style. ⸻ The Guarantee: High Notes, Real Voice 🎶 +5 Keys Up in Chest Voice — Guaranteed If you can’t reach the high notes with your real voice (진성), I will refund. That’s how confident I am. Bring the songs you cannot sing now — you’ll sing them flawlessly within my training. ⸻ More Than Singing — A Voice for Life This is not just about singing. I also provide speech correction & vocal health training for: • Professionals who lose their voice easily when speaking • Students struggling with presentation & public speaking • Anyone who wants a clear, powerful daily voice 👉 When your voice changes, your whole life becomes happier. ⸻ The Premium Experience 💎 Every session is 3x more effective than ordinary classes. 💎 In just 4 lessons, you will discover your inner voice. 💎 A deep, high-quality curriculum designed originally for students preparing to debut as professional singers in Korea. This is not a casual hobby class — it’s a transformational premium program that delivers results. ⸻ Courses 💎 Trial Session 40 minutes — only $20 🎤 1:1 Premium Coaching $550 / 1 pax / 4 lessons / 45 min each 🎶 2 Pax Group Session $350 / each pax / 4 lessons / 50 min each ⸻ Start Now 🎵 Don’t miss the chance to learn from the best Korean vocal trainer in Singapore. 📩 Contact me today and experience the class that no one else can offer. ⸻ 🔖 #PremiumVocalClass #LuxuryTraining 🔖 #Kpop #Pop #Jazz #Classical #R&B #Cpop #Jpop 🔖 #HighNoteGuarantee #LifeChangingVoice ☺ 8955 3824(whatsapp)

A few seats left! How to Learn Anything is a practical, science-backed session on how to learn faster without learning badly or slop. We’ll explore how memory works, how the brain adapts through practice, and how to apply proven learning tools like mnemonics, mental models across very different domains - from math and AI to languages, movement, and real-world skills. Hosted by Green and Paula, a learning scientist at NTU + NIE (she's also a speedcuber and Guinness Record holder), this session combines theory with real examples from both cognitive science and high-performance learning. If you have ever wondered why some people seem to pick things up quickly - and whether that can actually be trained - this event is for you. Free to attend. Limited to 30 spots.

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Bugis (DT14/EW12)

Welcome! Gist below! :-) Bring a book to the meet! Buy a drink (and a bite if you're hungry). Say hi to the folks. Read! We'll do a short round of intros and a short sharing at the end too. :) Find the folks with books! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Fort Canning

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Stevens

**For ages 8 and above.** These 3 traditional martial art forms will be taught during the 2 hour class: * Kalaripayattu * Silambattam * Adimurai **About Kalaripayattu** Thought to be one of the most ancient martial arts in recorded history, Kalaripayattu is derived from two words, “Kalari” signifying battlefield or arena and “payattu” which translates to the words ‘practice’ and ‘exercise’. **About Silambattam** Hailing from the region of Tamil Nadu (India) where it emerged around 1000 BCE, Silamabattam is a popular variant of weapon-based martial arts which is performed with the aid of specific weapons, primarily Rattan staffs, short sticks, deer horns and swords. **About Adimurai** Adimurai is a generic term applied for the indigenous martial arts of the Indian/Tamilian archipelago. Adimurai in general refers to the sport of using techniques derived from Indian and Tamil martial-arts. It uses kicks and boxing-mannered punches to defeat an opponent in ways that are analogous to standard present-day boxing. The manipulation of joints as well as certain locking techniques also form the basis of Adimurai. ### **Address** 448 Serangoon Rd, Singapore 218138 ### **Schedule** Sundays 2PM - 4PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows. **Presenter: Dilshad Nasirov** Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights. https://www.linkedin.com/in/dilshad-nasirov-4538431/ **CALL FOR SPEAKERS** Learn more: https://www.awscolumbus.com/get-involved/ **THANK YOU** *Leading EDJE* for hosting our meetup! Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/ **THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/. **DIRECTIONS** 6515 Longshore Loop, Suite 300 Dublin, OH 43017 (3rd floor) **FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH **Want to sponsor the pizza and/or bar tab for a future meetup?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**💝 Cleveland Zoom Speed Dating – Personality & Age Matched** This online speed dating event is built around a host who sets the tone, keeps things easy, and helps people feel comfortable from the first minute. Meet Cleveland singles from home. We sort the matching, you just turn up. It's simple: complete a short personality quiz, jump on Zoom, and meet Cleveland singles in guided one-on-one rounds. Matches shared afterwards. **Pick your age group and sign up:** - 💡 **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-leading-local-singles-speed-dating&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-leading-local-singles-speed-dating&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-leading-local-singles-speed-dating&ar=40-58&face_v=2.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 🎯 **Especially useful for:** - Singles who prefer a hosted, structured experience - Singles in Cleveland who want to meet people from home - 🔥 Anyone curious about speed dating in a relaxed setting 📌 **What to know** - 🔥 **Format:** Virtual on Zoom – hosted and well-structured - **Location:** Your space – couch, desk, wherever suits you - 🎯 **Host:** Experienced host steering the session 🔄 **What to expect** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Cleveland singles. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Speed date** – One-on-one rounds with personality-matched Cleveland locals. **Frequently Asked Questions** **What if I'm shy?** The virtual setting and hosted rounds keep things comfortable for everyone. **What's the personality quiz for?** **How long are the chats?** --- ✨ Real people, real conversations — all from your home. 🥰 ✨ Lean version: fewer words, same core offer. Everything important, without the extra padding. 🤝 **Community angle** - Repeat attendees help create familiarity and momentum - The structure is designed to help people settle in quickly - The atmosphere is guided, social, and easy to join That community angle is deliberate: better conversations, more familiar faces, and stronger momentum over time.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

**� Virtual Speed Dating – Toledo Singles, Curated by Personality** This online speed dating event is built around a host who sets the tone, keeps things easy, and helps people feel comfortable from the first minute. Speed dating from home — connect with real Toledo singles on Zoom. Join from home, get paired with Toledo singles your age, and have real conversations on Zoom. A host manages everything so you can just relax and enjoy. **Find your age group below:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=club-leading-local-singles-speed-dating&ar=18-32&face_v=2.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=club-leading-local-singles-speed-dating&ar=30-46&face_v=2.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Toledo&groupurlname=club-leading-local-singles-speed-dating&ar=40-58&face_v=2.0) **⚠️ RSVP alone won't secure your spot.** You need to register through your age group link below and complete the personality quiz. Places are limited. --- 👥 **Best for:** - Introverts who shine in one-on-one conversations - People re-entering the dating scene after a break - 🎯 Singles in Toledo who want to meet people from home 🛠 **What the flow looks like** 1. **Register** – Select your age group above and sign up. 2. **Take the personality quiz** – We use it to pair you with compatible Toledo singles. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Meet your matches** – Cycle through short chats with compatible Toledo singles. 📌 **What to know** - **Format:** Zoom video session – short timed rounds - 🎉 **Location:** Wherever you're comfortable – no venue, no travel - **Host:** Professional host keeping the evening smooth and relaxed **Frequently Asked Questions** **Do I need anything besides Zoom?** Just Zoom, a webcam, and Wi-Fi. That's it. **What if I'm shy?** --- ✨ Real people, real conversations — all from your home. 💕 ✨ Short-form version for faster scanning. Fast to read, easy to act on. 🤝 **Community angle** - The atmosphere is guided, social, and easy to join - Repeat attendees help create familiarity and momentum - The structure is designed to help people settle in quickly That community angle is deliberate: better conversations, more familiar faces, and stronger momentum over time.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com